{"id":974,"date":"2025-01-20T13:16:48","date_gmt":"2025-01-20T12:16:48","guid":{"rendered":"https:\/\/iafer.dasci.es\/?page_id=974"},"modified":"2025-02-26T13:35:55","modified_gmt":"2025-02-26T12:35:55","slug":"mecanismos-que-provean-dimensiones-o-niveles-de-explicabilidad-desde-el-diseno","status":"publish","type":"page","link":"https:\/\/iafer.dasci.es\/en\/investigacion\/fiabilidad-en-ia-de-proposito-general\/mecanismos-que-provean-dimensiones-o-niveles-de-explicabilidad-desde-el-diseno\/","title":{"rendered":"Explainability by design"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"974\" class=\"elementor elementor-974\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-537be8a e-flex e-con-boxed e-con e-parent\" data-id=\"537be8a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-28bfba8 elementor-widget elementor-widget-text-editor\" data-id=\"28bfba8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\n<p class=\"wp-block-paragraph\">La tercera l\u00ednea de investigaci\u00f3n se centra en encontrar formas de explicar algoritmos de IAPG como el AutoML y el Few-Shot learning. Adem\u00e1s de explorar el uso de t\u00e9cnicas post-hoc, como LIME o SHAP, en el contexto del IAPG, la idea es la de crear t\u00e9cnicas auto-explicables o explicables por dise\u00f1o, de manera que ideemos mecanismos que provean dimensiones o niveles de explicabilidad desde el dise\u00f1o (explainable-by-design) para AutoML y Few-Shot learning:<\/p>\n\n<ul class=\"wp-block-list\"><\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-09d4c15 e-grid e-con-boxed e-con e-parent\" data-id=\"09d4c15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b11286f elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"b11286f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-search\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObjective 1\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tB\u00fasqueda de escenarios de inter\u00e9s para modelos auto-explicables.\u00a0\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-60fd47f elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"60fd47f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-pen-tool\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObjective 2\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUso del enfoque Few-Shot para mejorar la interpretabilidad, a trav\u00e9s del paradigma de modelos explicables por dise\u00f1o.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90c39e0 elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-widget elementor-widget-icon-box\" data-id=\"90c39e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"icon icon-trending-up\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObjective 3\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUso de evolutivos para adaptar el modelo auto-adaptativo.\u00a0\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Mechanisms that provide dimensions or levels of explainability by design<\/p>","protected":false},"author":1,"featured_media":1498,"parent":949,"menu_order":17,"comment_status":"closed","ping_status":"closed","template":"elementor_theme","meta":{"footnotes":""},"class_list":["post-974","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/pages\/974","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/comments?post=974"}],"version-history":[{"count":30,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/pages\/974\/revisions"}],"predecessor-version":[{"id":1345,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/pages\/974\/revisions\/1345"}],"up":[{"embeddable":true,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/pages\/949"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/media\/1498"}],"wp:attachment":[{"href":"https:\/\/iafer.dasci.es\/en\/wp-json\/wp\/v2\/media?parent=974"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}